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Asst.Prof.Dr. Saichon Jaiyen |
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Present Position :
Email : saichon.jai@sit.kmutt.ac.th Tel : 0-2470-9817 |
Academic Background
- Ph.D. (Computer Science)
2011, Chulalongkorn University - M.Sc. (Computational Science)
2004, Chulalongkorn University - B.Sc. (Mathematics)
2000, Kasetsart University
Teaching Experience
- Artificial Intelligence
- Artificial Neural Networks and Deep Learning
- Machine Learning
Research Interests
- Artificial Intelligence
- Machine Learning
- Artificial Neural Networks
- Deep Learning
Certificates
- Introduction to TensorFlow for Artificial Intelligence, Machine Learning, and Deep Learning, April 2020, Coursera
- Neural Networks and Deep Learning, August 2017, Coursera
- Microsoft Professional Orientation: Data Science, Jun 2017, Microsoft Corporation
- Introduction to Python for Data Science, March 2017, Microsoft Corporation
Publications
- Siam, Y., Khajontantichaikun, T., Watanapa, B., Jaiyen, S., Vanijja, V., Mongkolnam, P., Likitthanasate, P.,and Treerattanaphan, C.,2023, Comparing and Normalizing the Measurement of Step Counts and Heart Rates of Selected Wristbands and Smartwatches , International Computer Science and Engineering Conference, (ICSEC) , 2023, : Sep 13,2023, Surat Thani, Thailand
- Mudaser, M., Krathu, W., and Jaiyen, S.,2023, Automated Ensemble Deep Learning for Chest X-Ray Covid-19 Image Classification using Multiple Hyperparameter Optimizations , International Computer Science and Engineering Conference, (ICSEC) , 2023, : Sep 13,2023, Surat Thani, Thailand
- Pichaiyuth, P., Termnuphan, P., Triyason, T.,Rojanapornpun, O.,and Jaiyen, S.,2023, Price Trend Forecasting of Cryptocurrency Using Multiple Technical Indicators and SHAP , International Joint Conference on Computer Science and Software Engineering, 20th (JCSSE) , 2023, : Jun 28- Jul 01, 2023, Phitsanulok, THAILAND, pp.150- 154
- Sukreep, S., Nukoolkit, C., Yamsaengsung, S., Khajontantichaikun, T., Mongkolnam, P., Jaiyen, S., Chongsuphajaisiddhi, V., and Dajpratham, P.,2023, Recognizing Fall Risk Factors with Convolutional Neural Network , International Joint Conference on Computer Science and Software Engineering, 20th (JCSSE) , 2023, : Jun 28- Jul 01, 2023, Phitsanulok, THAILAND, pp.391- 396
- Khajontantichaikun, T., Jaiyen, S., Yamsaengsung, S., Mongkolnam, P., and Chirapornchai, T.,2023, Facial Emotion Detection for Thai Elderly People using YOLOv7 , International Conference on Knowledge and Smart Technology, 15th (KST) , 2023, : Feb 21-24,2023, Phuket, Thailand, pp. 1-4
- Khajontantichaikun, T., Jaiyen, S., Yamsaengsung, S., Mongkolnam, P., and Ninrutsirikun, U.,2022, Emotion Detection of Thai Elderly Facial Expressions using Hybrid Object Detection , International Computer Science and Engineering Conference, 26th (ICSEC ) , 2022, : Dec 21-23, 2022, Sakon Nakhon, Thailand, pp 1-5
- Vajeethaveesin, T., Panboonyuen, T., Lawawironjwong, S., Srestasathiern, P., Jaiyen, S, and Jitkajornwanich, K.,2022, Performance Comparison between GIS-based and Neuron Network Methods for Flood Susceptibility Assessment in Ayutthaya Province , TRENDS IN SCIENCES, https://doi.org/10.48048/tis.2022.2038, VOL. 19 NO. 2 , : Jan 15, 2022, Nakhon Si Thammarat, Vol. VOL. 19 NO. 2 , pp.1-19
- Sanboon, T., Keatruangkamala, K., and Jaiyen, S.aichon ,2019, A Deep Learning Model for Predicting Buy and Sell Recommendations in Stock Exchange of Thailand using Long Short-Term Memory, International Conference on Computer and Communication Systems, (ICCCS) , 2019, : Jul 23, 2019, Singapore, pp.757-760
- Grodniyomchai, B., Chalapat, K., Jitkajornwanich, K., and Jaiyen, S.,2019, A Deep Learning Model for Odor Classification Using Deep Neural Network, International Conference on Engineering, Applied Sciences and Technology, (ICEAST) , 2019, : Jul 2, 2019, Luang Prabang, Laos
- Sornsuwit, P. and Jaiyen, S.,2019, A New Hybrid Machine Learning for Cybersecurity Threat Detection Based on Adaptive Boosting, Applied Artificial Intelligence, DOI: 10.1080/08839514.2019.1582861, Vol.33, Issue 5, : Mar 1, 2019, Vol. Vol.33, Issue 5, pp.462-482
- Thongsuwan, S., Agarwal, P., and Jaiyen, S.,2019, A Deep One-Pass Learning based on Pre-Training Weights for Smartphone-Based Recognition of Human Activities and Postural Transitions, Communications in Mathematics and Applications, DOI: 10.26713/cma.v10i3.1269, Vol. 10, No.3, : 2019, Vol. Vol. 10, No.3, pp.541?560
- Thakong, M., Phimoltares, S., Jaiyen, S., and Lursinsap, C.,2018, One-pass-throw-away learning for cybersecurity in streaming non-stationary environments by dynamic stratum network, PLOS ONE, https://doi.org/10.1371/journal.pone.0202937, : Sep 6, 2019
- Thakong, M., Phimoltares, S., Jaiyen, S., and Lursinsap, C.,2017, Fast Learning and Testing for Imbalanced Multi-Class Changes in Streaming Data by Dynamic Multi-Stratum Network, IEEE Access, DOI:?10.1109/ACCESS.2017.2714345, Vol. 5, : Jun 9, 2017, Vol. Vol. 5, pp.10633-10648
- Ruangthong, P. and Jaiyen, S.,2016, Hybrid Ensembles of Decision Trees and Bayesian Network for Class Imbalance Problem, International Conference on Knowledge and Smart Technology, (KST) , 2016, : Feb 3, 2016, ChiangMai, Thailand
- Claypo, N. and Jaiyen, S.,2016, Automatic Keyword Selection for Sentiment Analysis Using Class Dependency and Dissimilarity, International Joint Conference on Computer Science and Software Engineering, (JCSSE) , 2016, : Jul 13, 2016, Khon Kaen, Thailand
- Ruangpaisarn, Y. and?Jaiyen, S.,2015, sEMG Signal Classification Using SMO Algorithm and Singular Value Decomposition, International Conference on Information Technology and Electrical Engineering, (ICITEE) , 2015, : Oct 29, 2015, Chiang Mai, Thailand
- Ployphan Sornsuwit, and Saichon Jaiyen,2015, Intrusion Detection Model Based on Ensemble Learning for U2R and R2L Attacks, International Conference on Information Technology and Electrical Engineering, (ICITEE) , 2015, : Oct 29, 2015, Chiang Mai, Thailand
- Chairatanasongporn, N. and Jaiyen, S.,2015, A Hybrid Ensemble of Machine and Statistical Learning Using Confidence-Based Boosting, International Conference on Information Technology and Electrical Engineering, (ICITEE) , 2015, : Oct 29, 2015, Chiang Mai, Thailand
- Petprasit, W. and Jaiyen, S.,2015, Web Content Extraction Based on Subject Detection and Node Density, International Conference on Knowledge and Smart Technology, (KST) , 2015, : Jan 28, 2015, Chonburi, Thailand
- Claypo, N. and Jaiyen, S.,2015, Opinion Mining for Thai Restaurant Reviews using K-Means Clustering and MRF Feature Selection, International Conference on Knowledge and Smart Technology, (KST) , 2015, : Jan 28, 2015, Chonburi, Thailand
- Suwan, T., Jaiyen, S., and Wiangsripanawan, R.,2015, Edited Audio Detection using Ensemble Learning, International Conference on Knowledge and Smart Technology, (KST) , 2015, : Jan 28, 2015, Chonburi, Thailand
- Petprasit, W. and Jaiyen,S.,2015, E-Commerce Web Page Classification Based on Automatic Content Extraction, International Joint Conference on Computer Science and Software Engineering, (JCSSE) , 2015, : Jun 22, 2015, Songkhla, Thailand
- Ruangthong, P. and Jaiyen, S.,2015, Bank Direct Marketing Analysis of Asymmetric Information Based on Machine Learning, International Joint Conference on Computer Science and Software Engineering, (JCSSE) , 2015, : Jun 22, 2015, Songkhla, Thailand
- Claypo, N. and Jaiyen,S.,2015, A New Feature Selection Based on Class Dependency and Feature Dissimilarity , International Conference on Advanced Informatics: Concepts, Theory and Applications, (ICAICTA) , 2015, : Aug 19, 2015, Chonburi, Thailand
- Charleonnan,A. and Jaiyen, S.,2015, A New Ensemble Model based on Linear Mapping, Nonlinear Mapping, and Probability Theory for Classification Problems , International Joint Conference on Computer Science and Software Engineering, (JCSSE) , 2015, : Jun 22, 2015, Songkhla, Thailand
- Claypo, N. and Jaiyen,S.,2014, Opinion Mining for Thai Restaurant Reviews using Neural Networks and mRMR Feature Selection , International Computer Science and Engineering Conference, (ICSEC) , 2014, : Jul 30, 2014, Khon Kaen, Thailand
- Thakong, M., Phimoltares, S., Jaiyen, S., and Lursinsap, C.,2013, One-Pass-Throw-Away Learning Algorithm Based on Hybridization of LDA and PCA , International Conference on Information Science and Applications, (ICISA) , 2013, : Jun 3, 2013, Pattaya, Thailand
- Jaiyen, S., Lursinsap, Chi.dchanok, and Phimoltares, S.,2010, A Very Fast Neural Learning for Classification Using Only New Incoming Datum , IEEE Transactions on Neural Networks, DOI: 10.1109/TNN.2009.2037148, Vol.21, Issue: 3, : Mar 3, 2010, Vol. Vol.21, Issue: 3, pp.381-392
- Jaiyen,S., Lursinsap, C., and Phimoltares, S.,2009, A Versatile Hyper-Ellipsoidal Basis Function for Function Approximation in High Dimensional Space , International Symposium on Neural Networks, (ISNN) , 2009, : May 26-29, 2009, Wuhan, China, Vol. vol 5551, pp.756-765
